Enrollment Analytics Dashboard
Stop building enrollment reports from CSV exports every quarter.
What changes when you build this
The gaps you're living with today,
and what this tool fixes.
Problems
- Enrollment numbers come from SIS exports that are stale by the time they're formatted into a report
- Board reports require a full day of data wrangling — different queries for headcount, FTE, retention, and demographics
- Capacity utilization per program is calculated manually by comparing enrollment to seat limits in a spreadsheet
- Year-over-year comparison requires finding last year's report and manually aligning the data
- Different departments report different enrollment numbers because they query the SIS differently
Solutions
- Live enrollment counts by program, department, and campus pulled from your student database
- Capacity utilization calculated automatically — current enrollment vs. program capacity with color-coded status
- Retention and attrition rates computed per cohort, program, and time period
- Year-over-year and term-over-term comparison built into every view
- One source of truth for enrollment numbers so leadership, registrars, and department heads all see the same data
What the data model looks like
Refine generates this table structure from your
prompt. Edit columns, types, and relationships after.
100%
Mistakes to avoid
These are the failure patterns teams hit most often
when building this.
Enrollment numbers don't match across reportsFix: Build one query definition for headcount, FTE, and enrollment status. Every view uses the same source.
Enrollment numbers don't match across reports
Fix:Build one query definition for headcount, FTE, and enrollment status. Every view uses the same source.
Retention calculated inconsistentlyFix: Define cohort rules (first-time full-time, transfer, etc.) once in the system. Every retention calculation uses the same definition.
Retention calculated inconsistently
Fix:Define cohort rules (first-time full-time, transfer, etc.) once in the system. Every retention calculation uses the same definition.
No capacity dataFix: Maintain program capacity limits in the system so utilization is always calculated alongside enrollment.
No capacity data
Fix:Maintain program capacity limits in the system so utilization is always calculated alongside enrollment.
Historical data unavailableFix: Store term-level snapshots so year-over-year and trend analysis doesn't depend on finding last year's export.
Historical data unavailable
Fix:Store term-level snapshots so year-over-year and trend analysis doesn't depend on finding last year's export.
Reports built for board meetings onlyFix: Make the dashboard self-serve so department heads can check their numbers anytime, not just quarterly.
Reports built for board meetings only
Fix:Make the dashboard self-serve so department heads can check their numbers anytime, not just quarterly.